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FastALS method#39

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dahong67 merged 51 commits intodahong67:masterdahong67/GCPDecompositions.jl:masterfrom alexmul1114:FastALS-Methodalexmul1114/GCPDecompositions.jl:FastALS-MethodCopy head branch name to clipboardMar 20, 2024

+297-3

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Commits on Feb 14, 2024

• Addresses dahong67#17, start with latest MTTKRP and Khatri-Rao function from Faster MTTKRP PR.

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• Rough implementation with ALS

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• Change helper function to modify U in place

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Commits on Feb 15, 2024

• Add mttkrps benchmarks, old implementaiton to benchmark against

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• Add mttkrps_testing function for benchmarking

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• Add initializations

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• Fix typo

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• new mttkrps for testing

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• Refactor test function into benchmarks, old implementation

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• Fix typos

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• new mttkrps for testing

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• Fix typos (old implementation)

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• Fix typose (new)

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Commits on Feb 16, 2024

• Refactor benchmark (baseline)

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• Uncomment new function

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• Fix errors in benchmark (baseline)

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• Fix benchmark errors (baseline)

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• Fix benchmark errors (baseilne)

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• Refactor benchmarks (old)

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• Change benchmarks (old)

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• Fix typos (old)

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• Fix typos (old)

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• Add more benchmarks (old)

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• Ready for benchmarking (new)

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Commits on Feb 21, 2024

• Add fast ALS algorithm, make it default for least squares

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• Add least squares benchmark suite (baseline)

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• Add least squares benchmark suite (FastALS)

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• Replace slices with selectdim

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Commits on Feb 23, 2024

• Use view instead of selectdim

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• Try using stack instead of hcat

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Commits on Mar 6, 2024

• Merge branch 'master' into pr/alexmul1114/39

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Commits on Mar 13, 2024

• Merge branch 'master' into FastALS-Method

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• Change deafult ls algorithm to ALS for benchmark baseline

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• Make FastALS default for benchmark target

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• First working FastALS implementation (baseline)

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• First working FastALS implementation (target)

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• Update leastsquares benchmark (baseline)

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• Update leastsquares benchmark (target)

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Commits on Mar 14, 2024

• Use buffers for saved data between modes

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• Finish buffers

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• Fix error in n<n_star case

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Commits on Mar 15, 2024

• Add buffers

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• Use views in helper function

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• Use benchmark/Manifest.toml from master

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• Run JuliaFormatter

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Commits on Mar 16, 2024

• Apply suggestions from code review

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• Remove mttkrps benchmarks from this PR

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• Factor out outer kr products helper func into right-left and left-right func, reduce number of args

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Commits on Mar 20, 2024

• Add 5-way LS test case for code coverage

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• Remove one of old ALS tests, add another 5-way test

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• Run formatter

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